Random features strengthen graph neural networks

R Sato, M Yamada, H Kashima - Proceedings of the 2021 SIAM international …, 2021 - SIAM
Graph neural networks (GNNs) are powerful machine learning models for various graph
learning tasks. Recently, the limitations of the expressive power of various GNN models …

Classifying Twitter topic-networks using social network analysis

I Himelboim, MA Smith, L Rainie… - Social media+ …, 2017 - journals.sagepub.com
As users interact via social media spaces, like Twitter, they form connections that emerge
into complex social network structures. These connections are indicators of content sharing …

[KNIHA][B] Personal connections in the digital age

NK Baym - 2015 - books.google.com
The internet and the mobile phone have disrupted many of our conventional understandings
of ourselves and our relationships, raising anxieties and hopes about their effects on our …

[KNIHA][B] Netnography: redefined

RV Kozinets - 2015 - books.google.com
Social media and Internet data offer rich opportunities and vexing challenges for
sociocultural research. Explaining and extending prior approaches, Netnography …

[KNIHA][B] Analyzing social media networks with NodeXL: Insights from a connected world

D Hansen, B Shneiderman, MA Smith - 2010 - books.google.com
Analyzing Social Media Networks with NodeXL offers backgrounds in information studies,
computer science, and sociology. This book is divided into three parts: analyzing social …

Can we get from liking to buying? Behavioral differences in hedonic and utilitarian Facebook usage

E Pöyry, P Parvinen, T Malmivaara - Electronic Commerce Research and …, 2013 - Elsevier
Companies' Facebook pages have emerged as a commonly used marketing channel and
their importance as a sales channel is likely to increase. Details about consumers' …

Research note—the impact of community commitment on participation in online communities

PJ Bateman, PH Gray, BS Butler - Information systems …, 2011 - pubsonline.informs.org
Online discussion communities have become a widely used medium for interaction,
enabling conversations across a broad range of topics and contexts. Their success …

The reader-to-leader framework: Motivating technology-mediated social participation

J Preece, B Shneiderman - AIS transactions on human-computer …, 2009 - aisel.aisnet.org
Billions of people participate in online social activities. Most users participate as readers of
discussion boards, searchers of blog posts, or viewers of photos. A fraction of users become …

User roles and contributions in innovation-contest communities

J Füller, K Hutter, J Hautz, K Matzler - Journal of management …, 2014 - Taylor & Francis
Organizations increasingly initiate Internet-based innovation-contest communities through
which individuals can interact and contribute to the innovation process. To successfully …

Map** the world's photos

DJ Crandall, L Backstrom, D Huttenlocher… - Proceedings of the 18th …, 2009 - dl.acm.org
We investigate how to organize a large collection of geotagged photos, working with a
dataset of about 35 million images collected from Flickr. Our approach combines content …